G. Abramowitz, N. Herger, E. Gutmann, D. Hammerling, R. Knutti et al., ESD Reviews: Model dependence in multi-model climate ensembles: weighting, sub-selection and out-of-sample testing, Earth Syst. Dynam, vol.10, pp.91-105, 2019.

H. Akiyoshi, T. Nakamura, T. Miyasaka, M. Shiotani, and M. Suzuki, A nudged chemistry-climate model simulation of chemical constituent distribution at northern high-latitude stratosphere observed by SMILES and MLS during the 2009/2010 stratospheric sudden warming, J. Geophys. Res-Atmos, vol.121, pp.1361-1380, 2016.

E. M. Bednarz, A. C. Maycock, N. L. Abraham, P. Braesicke, O. Dessens et al., Future Arctic ozone recovery: the importance of chemistry and dynamics, Atmos. Chem. Phys, vol.16, pp.12159-12176, 2016.

H. Bellenger, E. Guilyardi, J. Leloup, M. Lengaigne, and J. Vialard, ENSO representation in climate models: from CMIP3 to CMIP5, Clim. Dyn, vol.42, 1999.
URL : https://hal.archives-ouvertes.fr/hal-00914966

P. Berrisford, D. Dee, P. Poli, R. Brugge, M. Fielding et al., The ERA-Interim archive Version 2.0, p.23, 2011.

G. E. Bodeker, J. Nitzbon, J. Lewis, A. Schwertheim, and J. S. Tradowsky, NIWA-BS Total Column Ozone Database, 2018.

J. Boé, Interdependency in Multimodel Climate Projections: Component Replication and Result Similarity, vol.45, pp.2771-2779, 2018.

L. Brunner, R. Lorenz, M. Zumwald, and R. Knutti, Quantifying uncertainty in European climate projections using combined performance-independence weighting, Environ. Res. Lett, vol.14, 2019.

N. Butchart, I. Cionni, V. Eyring, T. G. Shepherd, D. W. Waugh et al., Chemistry-Climate Model Simulations of Twenty-First Century Stratospheric Climate and Circulation Changes, J. Climate, vol.23, pp.5349-5374, 2010.

A. Butler, J. S. Daniel, R. W. Portmann, A. Ravishankara, P. J. Young et al., Diverse policy implications for future ozone and surface UV in a changing climate, Environ. Res. Lett, vol.11, 2016.

M. P. Chipperfield, S. Bekki, S. Dhomse, N. R. Harris, B. Hassler et al., Detecting recovery of the stratospheric ozone layer, Nature, vol.549, 2017.
URL : https://hal.archives-ouvertes.fr/insu-01649741

J. H. Christensen, E. Kjellström, F. Giorgi, G. Lenderink, and M. Rummukainen, Weight assignment in regional climate models, Clim. Res, vol.44, pp.179-194, 2010.

A. Chrysanthou, A. C. Maycock, M. P. Chipperfield, S. Dhomse, H. Garny et al., The effect of atmospheric nudging on the stratospheric residual circulation in chemistry-climate models, Atmos. Chem. Phys, vol.19, pp.11559-11586, 2019.

T. Claxton, R. Hossaini, O. Wild, M. P. Chipperfield, W. et al., On the Regional and Seasonal Ozone Depletion Potential of Chlorinated Very Short-Lived Substances, Geophys. Res. Lett, vol.46, pp.5489-5498, 2019.

M. Deushi and K. Shibata, Development of a Meteorological Research Institute chemistry-climate model version 2 for the study of tropospheric and stratospheric chemistry, Pap. Meteorol. Geophys, vol.62, pp.1-46, 2011.

S. S. Dhomse, D. Kinnison, M. P. Chipperfield, R. J. Salawitch, I. Cionni et al., Estimates of ozone return dates from Chemistry-Climate Model Initiative simulations, Atmos. Chem. Phys, vol.18, pp.8409-8438, 2018.
URL : https://hal.archives-ouvertes.fr/hal-02374562

J. Dufresne, M. Foujols, and S. Denvil, Climate change projections using the IPSL-CM5 Earth System Model: from CMIP3 to CMIP5, vol.40, pp.2123-2165, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00794170

V. Eyring, N. Butchart, D. W. Waugh, H. Akiyoshi, J. Austin et al., Assessment of temperature, trace species, and ozone in chemistry-climate model simulations of the recent past, J. Geophys. Res.-Atmos, vol.111, 2006.
URL : https://hal.archives-ouvertes.fr/hal-00141740

V. Eyring, M. P. Chipperfield, M. A. Giorgetta, D. E. Kinnison, E. Manzini et al., Overview of the new CCM-Val reference and sensitivity simulations in support of upcoming ozone and climate assessments and the planned SPARC CCMVal report, SPARC Newsletter, Stratosphere-troposphere Processes And their Role in Climate, vol.30, pp.20-26, 2008.

V. Eyring, I. Cionni, G. E. Bodeker, A. J. Charlton-perez, D. E. Kinnison et al., Multimodel assessment of stratospheric ozone return dates and ozone recovery in CCMVal-2 models, Atmos. Chem. Phys, vol.10, pp.9451-9472, 2010.
URL : https://hal.archives-ouvertes.fr/hal-00480589

V. Eyring, S. Bony, G. A. Meehl, C. A. Senior, B. Stevens et al., Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization, Geosci. Model Dev, vol.9, 1937.
URL : https://hal.archives-ouvertes.fr/hal-01339069

G. Flato, J. Marotzke, B. Abiodun, P. Braconnot, S. C. Chou et al., Evaluation of Climate Models, in: Climate Change 2013 -The Physical Science Basis: Working Group I Contribution to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, pp.741-866, 2014.

L. Froidevaux, J. Anderson, H. Wang, R. A. Fuller, M. J. Schwartz et al., Global OZone Chemistry And Related trace gas Data records for the Stratosphere (GOZCARDS): methodology and sample results with a focus on HCl, H2O, and O3, Atmos. Chem. Phys, vol.15, pp.10471-10507, 2015.

R. R. Garcia, A. K. Smith, D. E. Kinnison, Á. D. Cámara, and D. J. Murphy, Modification of the gravity wave parameterization in the Whole Atmosphere Community Climate Model: Motivation and results, J. Atmos. Sci, vol.74, pp.275-291, 2017.

N. P. Gillett, Weighting climate model projections using observational constraints, Philos. T. Roy. Soc. A: Mathematical, vol.373, 2015.

F. Giorgi and L. O. Mearns, Calculation of average, uncertainty range, and reliability of regional climate changes from AOGCM simulations via the "reliability ensemble averaging" (REA) method, J. Climate, vol.15, pp.1141-1158, 2002.

P. J. Gleckler, K. E. Taylor, and C. Doutriaux, Performance metrics for climate models, J. Geophys. Res.-Atmos, vol.113, 2008.

S. P. Harrison, P. Bartlein, K. Izumi, G. Li, J. Annan et al., Evaluation of CMIP5 palaeo-simulations to improve climate projections, Nat. Clim. Change, vol.5, pp.3169-3181, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01806138

M. I. Hegglin and J. Lamarque, The IGAC/SPARC Chemistry-Climate Model Initiative Phase-1 (CCMI-1) model data output, NCAS British Atmospheric Data Centre, 2015.

N. Herger, G. Abramowitz, S. Sherwood, R. Knutti, O. Angélil et al., Ensemble optimisation, multiple constraints and overconfidence: a case study with future Australian precipitation change, Clim. Dyn, vol.53, pp.1581-1596, 2019.

R. Hossaini, E. Atlas, S. S. Dhomse, M. P. Chipperfield, P. F. Bernath et al., Recent trends in stratospheric chlorine from very short-lived substances, J. Geophys. Res.-Atmos, vol.124, pp.2318-2335, 2019.

F. Hourdin, T. Mauritsen, A. Gettelman, J. C. Golaz, V. Balaji et al., The art and science of climate model tuning, B. Am. Meteorol. Soc, vol.98, pp.589-602, 2017.

F. Iglesias-suarez, P. J. Young, and O. Wild, Stratospheric ozone change and related climate impacts over 1850-2100 as modelled by the ACCMIP ensemble, Atmos. Chem. Phys, vol.16, pp.343-363, 2016.

K. Imai, N. Manago, C. Mitsuda, and Y. Naito, Validation of ozone data from the Superconducting Submillimeter-Wave Limb-Emission Sounder (SMILES), J. Geophys. Res.-Atmos, vol.118, pp.5750-5769, 2013.

P. Jöckel, A. Kerkweg, A. Pozzer, R. Sander, H. Tost et al., Development cycle 2 of the Modular Earth Submodel System (MESSy2), Geosci. Model Dev, vol.3, pp.717-752, 2010.

P. Jöckel, H. Tost, A. Pozzer, M. Kunze, O. Kirner et al., Earth System Chemistry integrated Modelling (ESCiMo) with the Modular Earth Submodel System (MESSy) version 2.51, Geosci. Model Dev, J. Geophys. Res.-Atmos, vol.9, pp.1153-1200, 2004.

R. Knutti, The end of model democracy?, Clim. Change, vol.102, pp.395-404, 2010.

R. Knutti, R. Furrer, C. Tebaldi, J. Cermak, and G. A. Meehl, Challenges in Combining Projections from Multiple Climate Models, J. Climate, vol.23, pp.2739-2758, 2010.

R. Knutti, D. Masson, and A. Gettelman, Climate model genealogy: Generation CMIP5 and how we got there, Geophys. Res. Lett, vol.40, pp.1194-1199, 2013.

R. Knutti, J. Sedlá?ek, B. M. Sanderson, R. Lorenz, E. M. Fischer et al., A climate model projection weighting scheme accounting for performance and interdependence, Geophys. Res. Lett, vol.44, 1909.

J. Lamarque, T. C. Bond, V. Eyring, C. Granier, A. Heil et al., Historical (1850-2000) gridded anthropogenic and biomass burning emissions of reactive gases and aerosols: methodology and application, Atmos. Chem. Phys, vol.10, pp.7017-7039, 2010.
URL : https://hal.archives-ouvertes.fr/hal-00458149

J. Lamarque, D. T. Shindell, B. Josse, P. J. Young, I. Cionni et al., The Atmospheric Chemistry and Climate Model Intercomparison Project (ACCMIP): overview and description of models, simulations and climate diagnostics, Geosci. Model Dev, vol.6, pp.179-206, 2013.

U. Langematz, M. Tully, N. Calvo, M. Dameris, A. T. De-laat et al., Polar stratospheric ozone: past, present, and future, Global Ozone Research and Monitoring Project-Report, issue.58, 2018.

M. Lee, M. Jun, and M. G. Genton, Validation of CMIP5 multimodel ensembles through the smoothness of climate variables, 2015.

R. Lorenz, N. Herger, J. Sedlá?ek, V. Eyring, E. M. Fischer et al., Prospects and Caveats of Weighting Climate Models for Summer Maximum Temperature Projections Over North America, J. Geophys. Res.-Atmos, vol.123, pp.4509-4526, 2018.

M. Marchand, P. Keckhut, S. Lefebvre, C. Claud, D. Cugnet et al., Dynamical amplification of the stratospheric solar response simulated with the Chemistry-Climate model LMDz-Reprobus, J. Atmos. Sol.-Ter. Phy, vol.75, pp.147-160, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00650612

D. R. Marsh, M. J. Mills, D. E. Kinnison, J. Lamarque, N. Calvo et al., Climate change from 1850 to, J. Climate, vol.26, pp.7372-7391, 2005.

M. Amos, Projecting ozone hole recovery
URL : https://hal.archives-ouvertes.fr/insu-02464298

C. A. Mears and F. J. Wentz, Construction of the Remote Sensing Systems V3.2 Atmospheric Temperature Records from the MSU and AMSU Microwave Sounders, J. Atmos. Ocean. Tech, vol.26, pp.1040-1056, 2009.

M. Michou, D. Saint-martin, H. Teyssèdre, A. Alias, F. Karcher et al., A new version of the CNRM Chemistry-Climate Model, CNRM-CCM: description and improvements from the CCMVal-2 simulations, Geosci. Model Dev, vol.4, pp.873-900, 2011.

S. A. Montzka, G. S. Dutton, P. Yu, E. Ray, R. W. Portmann et al., An unexpected and persistent increase in global emissions of ozone-depleting CFC-11, Nature, vol.557, 2018.

O. Morgenstern, P. Braesicke, F. M. O'connor, A. C. Bushell, C. E. Johnson et al., Evaluation of the new UKCA climate-composition model -Part 1: The stratosphere, Geosci. Model Dev, vol.2, pp.43-57, 2009.

O. Morgenstern, M. I. Hegglin, E. Rozanov, F. M. O'connor, N. L. Abraham et al., Review of the global models used within phase 1 of the Chemistry-Climate Model Initiative (CCMI), National Centre for Atmospheric Research: CCMI Phase, vol.10, p.24, 2017.
URL : https://hal.archives-ouvertes.fr/insu-01488608

C. Orbe, H. Yang, D. W. Waugh, G. Zeng, O. Morgenstern et al., Large-scale tropospheric transport in the Chemistry-Climate Model Initiative (CCMI) simulations, Atmos, Chem. Phys, vol.18, pp.7217-7235, 2018.

C. Orbe, D. A. Plummer, D. W. Waugh, H. Yang, P. Jöckel et al., Description and Evaluation of the specified-dynamics experiment in the Chemistry-Climate Model Initiative , Atmos, Chem. Phys, vol.20, pp.3809-3840, 2020.

J. Perlwitz, S. Pawson, R. L. Fogt, J. E. Nielsen, and W. D. Neff, Impact of stratospheric ozone hole recovery on Antarctic climate, Geophys. Res. Lett, vol.35, 2008.

R. Pincus, C. P. Batstone, R. J. Hofmann, K. E. Taylor, P. J. Glecker et al., Evaluating the present-day simulation of clouds, precipitation, and radiation in climate models, J. Geophys. Res.-Atmos, vol.113, pp.1256-1264, 2008.

J. Räisänen, L. Ruokolainen, Y. , and J. , Weighting of model results for improving best estimates of climate change, Clim. Dyn, vol.35, pp.407-422, 2010.

T. Reichler and J. Kim, How Well Do Coupled Models Simulate Today's Climate?, B. Am. Meteorol. Soc, vol.89, pp.303-312, 2008.

M. Rigby, S. Park, and T. Saito, Increase in CFC-11 emissions from eastern China based on atmospheric observations, Nature, vol.569, 2019.

H. Rybka, H. Tost, B. M. Sanderson, R. Knutti, C. et al., Addressing Interdependency in a Multimodel Ensemble by Interpolation of Model Properties, Atmos. Chem. Phys, vol.14, pp.5150-5170, 2014.

B. M. Sanderson, R. Knutti, C. , and P. , A Representative Democracy to Reduce Interdependency in a Multimodel Ensemble, J. Climate, vol.28, pp.5171-5194, 2015.

B. M. Sanderson, M. Wehner, and R. Knutti, Skill and independence weighting for multi-model assessments, Geosci. Model Dev, vol.10, pp.2379-2395, 2017.

J. F. Scinocca, N. A. Mcfarlane, M. Lazare, J. Li, and D. Plummer, Technical Note: The CCCma third generation AGCM and its extension into the middle atmosphere, Atmos. Chem. Phys, vol.8, pp.7055-7074, 2008.

J. F. Scinocca, D. B. Stephenson, T. C. Bailey, A. , and J. , Estimates of past and future ozone trends from multimodel simulations using a flexible smoothing spline methodology, J. Geophys. Res.-Atmos, vol.115, 2010.

T. Sekiya and K. Sudo, Role of meteorological variability in global tropospheric ozone during 1970-2008, J. Geophys. Res.-Atmos, vol.117, p.18303, 2012.

T. Sekiya and K. Sudo, Roles of transport and chemistry processes in global ozone change on interannual and multidecadal time scales, J. Geophys. Res.-Atmos, vol.119, pp.4903-4921, 2014.

S. Solomon, Stratospheric ozone depletion: A review of concepts and history, Rev. Geophys, vol.37, pp.275-316, 1999.

S. Solomon, D. Qin, M. Manning, K. Averyt, M. et al., Climate change 2007-the physical science basis: Working group I contribution to the fourth assessment report of the IPCC, vol.4, 2007.

S. Solomon, D. Kinnison, J. Bandoro, and R. Garcia, Simulation of polar ozone depletion: An update, J. Geophys. Res.-Atmos, vol.120, pp.7958-7974, 2015.

S. Solomon, D. J. Ivy, D. Kinnison, M. J. Mills, R. R. Neely et al., Emergence of healing in the Antarctic ozone layer, Science, vol.353, pp.269-274, 2016.

S. Son, L. M. Polvani, D. W. Waugh, H. Akiyoshi, R. Garcia et al., The Impact of Stratospheric Ozone Recovery on the Southern Hemisphere Westerly Jet, Science, vol.320, pp.1486-1489, 2008.

K. Sudo and H. Akimoto, Global source attribution of tropospheric ozone: Long-range transport from various source regions, J. Geophys. Res.-Atmos, vol.112, p.12302, 2007.

K. Sudo, M. Takahashi, J. Kurokawa, A. , and H. , CHASER: A global chemical model of the troposphere 1. Model description, J. Geophys. Res.-Atmos, vol.107, p.7, 2002.

S. Szopa, Y. Balkanski, M. Schulz, S. Bekki, D. Cugnet et al., Aerosol and ozone changes as forcing for climate evolution between 1850 and 2100, Clim. Dyn, vol.40, pp.2223-2250, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00723730

C. Tebaldi and R. Knutti, The use of the multi-model ensemble in probabilistic climate projections, Philos. T. Roy. Soc. A, vol.365, pp.2053-2075, 2007.

C. Tebaldi, R. L. Smith, D. Nychka, and L. O. Mearns, Quantifying Uncertainty in Projections of Regional Climate Change: A Bayesian Approach to the Analysis of Multimodel Ensembles, J. Climate, vol.18, pp.1524-1540, 2005.

D. W. Thompson and S. Solomon, Interpretation of recent Southern Hemisphere climate change, Science, vol.296, pp.895-899, 2002.

D. W. Thompson and S. Solomon, Understanding recent stratospheric climate change, J. Climate, vol.22, 1934.

D. W. Thompson, S. Solomon, P. J. Kushner, M. H. England, K. M. Grise et al., Signatures of the Antarctic ozone hole in Southern Hemisphere surface climate change, Nat. Geosci, vol.4, 2011.

S. Tilmes, J. Lamarque, L. K. Emmons, D. E. Kinnison, P. Ma et al., Description and evaluation of tropospheric chemistry and aerosols in the Community Earth System Model (CESM1.2), Geosci. Model Dev, vol.8, pp.1395-1426, 2015.

D. P. Van-vuuren, J. Edmonds, M. Kainuma, K. Riahi, A. Thomson et al., The representative concentration pathways: an overview, Climatic Change, vol.109, 2011.

A. Voldoire, E. Sanchez-gomez, and D. S. Mélia, The CNRM-CM5. 1 global climate model: description and basic evaluation, Clim. Dyn, vol.40, pp.2091-2121, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00833024

S. Watanabe, T. Hajima, K. Sudo, T. Nagashima, T. Takemura et al., MIROC-ESM 2010: model description and basic results of CMIP5-20c3m experiments, vol.4, pp.845-872, 2011.

D. W. Waugh and V. Eyring, Quantitative performance metrics for stratospheric-resolving chemistry-climate models, Global Ozone Research and Monitoring Project-Report, vol.8, issue.58, pp.5699-5713, 2008.
URL : https://hal.archives-ouvertes.fr/hal-00304237

P. J. Young, K. H. Rosenlof, S. Solomon, S. C. Sherwood, Q. Fu et al., Changes in stratospheric temperatures and their implications for changes in the Brewer-Dobson circulation, J. Climate, vol.25, pp.1759-1772, 1979.

P. J. Young, A. H. Butler, N. Calvo, L. Haimberger, P. J. Kushner et al., Agreement in late twentieth century Southern Hemisphere stratospheric temperature trends in observations and CCMVal-2, CMIP3, and CMIP5 models, J. Geophys. Res.-Atmos, vol.118, pp.605-613, 2013.

P. J. Young, V. Naik, and A. M. Fiore, Tropospheric Ozone Assessment Report: Assessment of global-scale model performance for global and regional ozone distributions, variability, and trends, Elementa: Science of the Anthropocene, vol.6, 2018.

S. Yukimoto, Meteorological research institute earth system model version 1 (MRI-ESM1): model description, Technical reports of the Meteorological Research Institute, 2011.

S. Yukimoto, Y. Adachi, and M. Hosaka, A new global climate model of the Meteorological Research Institute: MRI-CGCM3-model description and basic performance, J. Meteorol. Soc. Jpn. Ser. II, vol.90, pp.23-64, 2012.